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Stream ingest data from Kafka to Amazon Bedrock Knowledge Bases using custom connectors

AWS Machine Learning Blog

Solution overview: Build a generative AI stock price analyzer with RAG For this post, we implement a RAG architecture with Amazon Bedrock Knowledge Bases using a custom connector and topics built with Amazon Managed Streaming for Apache Kafka (Amazon MSK) for a user who may be interested to understand stock price trends.

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Hybrid Vs. Multi-Cloud: 5 Key Comparisons in Kafka Architectures

Smart Data Collective

You can safely use an Apache Kafka cluster for seamless data movement from the on-premise hardware solution to the data lake using various cloud services like Amazon’s S3 and others. 5 Key Comparisons in Different Apache Kafka Architectures. 5 Key Comparisons in Different Apache Kafka Architectures.

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Building the future of construction analytics: CONXAI’s AI inference on Amazon EKS

AWS Machine Learning Blog

In this post, we dive deep into how CONXAI hosts the state-of-the-art OneFormer segmentation model on AWS using Amazon Simple Storage Service (Amazon S3), Amazon Elastic Kubernetes Service (Amazon EKS), KServe, and NVIDIA Triton. Our journey to AWS Initially, CONXAI started with a small cloud provider specializing in offering affordable GPUs.

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Enhanced diagnostics flow with LLM and Amazon Bedrock agent integration

Flipboard

Solution overview The Noodoe AI-enhanced diagnostics flow is built on a multi-step process that combines data collection, AI-powered analytics, and seamless translation for global accessibility, as illustrated in the following figure. In the following section, we dive deep into these steps and the AWS services used.

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Apache Kafka use cases: Driving innovation across diverse industries

IBM Journey to AI blog

Apache Kafka is an open-source , distributed streaming platform that allows developers to build real-time, event-driven applications. With Apache Kafka, developers can build applications that continuously use streaming data records and deliver real-time experiences to users. How does Apache Kafka work?

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Real-time fraud detection using AWS serverless and machine learning services

AWS Machine Learning Blog

The same architecture applies if you use Amazon Managed Streaming for Apache Kafka (Amazon MSK) as a data streaming service. You can use this metadata in your data analytics solutions, machine learning model training tasks, or visualizations and dashboards that consume transaction data. An example use case is claims processing.

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Top Big Data Tools Every Data Professional Should Know

Pickl AI

Ultimately, leveraging Big Data analytics provides a competitive advantage and drives innovation across various industries. Competitive Advantage Organisations that leverage Big Data Analytics can stay ahead of the competition by anticipating market trends and consumer preferences.